Information Gain Auditor

Paste your draft, name the keyword. We score every paragraph on how much new information it adds to the pages already ranking — then check whether you look like what ranks there, and whether an AI answer would quote you.

Page vs Page Side-by-side comparison Content Gap Find missing keywords
Information Gain What your text adds
SERP Analyzer Benchmark vs top 10
1
Who are you up against?
Your text is scored against the articles already ranking. Give us the keyword and we'll find them — or paste their URLs yourself.
Enter the keyword and we fetch the ranking articles ourselves — skipping aggregators, socials and your own domain. Nothing to paste.
2
Your article
A draft you haven't published yet is the best case — you can still fix it.
Blank lines separate paragraphs, and each paragraph is scored on its own — so paste with the breaks intact. Minimum ~500 characters.
Cost: 25 credits per analysis

Your report

Format fit?Whether your page looks like what Google already ranks here — genre, length, media, FAQ, author. A guide rarely breaks into a SERP made of listicles, however good its content. Scored separately from gain on purpose: format is fixed first.

do you look like what ranks here?

Paragraph heatmap?Every paragraph scored against every passage of the ranking pages. Click any paragraph to see the closest competitor text, borrowed wording, and why it was flagged.

You vs the competitors?Every page scored the same way: against all the others. A score of 9 means little on its own — it means a lot next to competitors scoring 10 and 33. Gain and rank are different things: the top-ranking page often adds the least.

same scale

AI citability?Whether an AI answer engine could quote you. It lifts passages, not pages — so it wants self-contained paragraphs, hard numbers and named sources, not "experts say".

Topics you skipped?Themes most competing articles cover and yours doesn't. These are questions, not orders — if a topic is filler, ignore it. We never tell you to insert keywords.

covered by the competitors

Your strengths?Terms that appear in your text and nowhere in the competing articles. This is the source of your information gain — expand these rather than adding what everyone already has.

nobody else has these

How this was scored?The full method, including what we don't claim: Google has never confirmed information gain is a live ranking signal.

What you'll get

1. Information gain

Every paragraph scored on how much it adds to the pages already ranking. The thresholds are calibrated against that specific SERP — we first measure how similar the ranking pages are to each other, then judge you against that.

2. Format fit

Whether you look like what ranks there: genre, length, media, FAQ, author. A guide rarely breaks into a SERP made of listicles, whatever it says. Reported separately — and first, because it's fixed first.

3. AI citability

Whether an AI answer would quote you. It lifts passages, not pages — so it wants self-contained paragraphs, real numbers and named sources rather than "experts say".

Echo Says what the competing articles already say. Google has no reason to prefer it.
Standard The baseline the topic needs. Normal, not a defect.
New None of the competitors cover this. It's why you'd rank — expand it.

A low score isn't automatically a fail — read it next to the competitors, who are scored on the same scale. Two independent articles on one topic normally sit close together; that's the SERP's own noise floor, not your failure.

What we don't do

×Don't count keyword density

We never tell you to repeat a phrase four more times. We compare meaning, not word counts — "budget housing in the suburbs" and "affordable property outside the city" are the same idea, and we treat them that way.

×Don't ask you to echo the SERP

A topic the whole top 10 covers isn't automatically worth covering. Missing themes arrive as a question — do you have something to say here? — not as an order.

×Don't score the article as one blob

Average a 3,000-word article into a single vector and your best paragraph dissolves into the filler around it. Every paragraph is scored on its own.

×Don't accuse your text of being AI

AI detectors are unreliable, and a false accusation is worse than no verdict. We only report what's checkable: first-person experience, named cases, real numbers.